HOME > Detail View

Detail View

Bayesian reasoning and machine learning

Bayesian reasoning and machine learning (Loan 17 times)

Material type
단행본
Personal Author
Barber, David, 1968-.
Title Statement
Bayesian reasoning and machine learning / David Barber.
Publication, Distribution, etc
Cambridge ;   New York :   Cambridge University Press,   c2012.  
Physical Medium
xxiv, 697 p. : ill. ; 26 cm.
ISBN
9780521518147 (hbk.)
Bibliography, Etc. Note
Includes bibliographical references (p. [675]-688) and index.
Subject Added Entry-Topical Term
Machine learning. Bayesian statistical decision theory.
000 00844camuu2200241 a 4500
001 000045740418
005 20140326180454
008 120412s2012 enka b 001 0 eng
020 ▼a 9780521518147 (hbk.)
035 ▼a (KERIS)BIB000012796883
040 ▼a 211032 ▼c 211032 ▼d 244002 ▼d 211009
050 0 0 ▼a QA267 ▼b .B347 2012
082 0 0 ▼a 006.3/1 ▼2 23
084 ▼a 006.31 ▼2 DDCK
090 ▼a 006.31 ▼b B234b
100 1 ▼a Barber, David, ▼d 1968-.
245 1 0 ▼a Bayesian reasoning and machine learning / ▼c David Barber.
260 ▼a Cambridge ; ▼a New York : ▼b Cambridge University Press, ▼c c2012.
300 ▼a xxiv, 697 p. : ▼b ill. ; ▼c 26 cm.
504 ▼a Includes bibliographical references (p. [675]-688) and index.
650 0 ▼a Machine learning.
650 0 ▼a Bayesian statistical decision theory.

No. Location Call Number Accession No. Availability Due Date Make a Reservation Service
No. 1 Location Science & Engineering Library/Sci-Info(Stacks2)/ Call Number 006.31 B234b Accession No. 121229289 Availability Available Due Date Make a Reservation Service B M
No. 2 Location Sejong Academic Information Center/Science & Technology/ Call Number 006.31 B234b Accession No. 151314923 Availability Available Due Date Make a Reservation Service
No. Location Call Number Accession No. Availability Due Date Make a Reservation Service
No. 1 Location Science & Engineering Library/Sci-Info(Stacks2)/ Call Number 006.31 B234b Accession No. 121229289 Availability Available Due Date Make a Reservation Service B M
No. Location Call Number Accession No. Availability Due Date Make a Reservation Service
No. 1 Location Sejong Academic Information Center/Science & Technology/ Call Number 006.31 B234b Accession No. 151314923 Availability Available Due Date Make a Reservation Service

Contents information

Table of Contents

Preface; Part I. Inference in Probabilistic Models: 1. Probabilistic reasoning; 2. Basic graph concepts; 3. Belief networks; 4. Graphical models; 5. Efficient inference in trees; 6. The junction tree algorithm; 7. Making decisions; Part II. Learning in Probabilistic Models: 8. Statistics for machine learning; 9. Learning as inference; 10. Naive Bayes; 11. Learning with hidden variables; 12. Bayesian model selection; Part III. Machine Learning: 13. Machine learning concepts; 14. Nearest neighbour classification; 15. Unsupervised linear dimension reduction; 16. Supervised linear dimension reduction; 17. Linear models; 18. Bayesian linear models; 19. Gaussian processes; 20. Mixture models; 21. Latent linear models; 22. Latent ability models; Part IV. Dynamical Models: 23. Discrete-state Markov models; 24. Continuous-state Markov models; 25. Switching linear dynamical systems; 26. Distributed computation; Part V. Approximate Inference: 27. Sampling; 28. Deterministic approximate inference; Appendix. Background mathematics; Bibliography; Index.


Information Provided By: : Aladin

New Arrivals Books in Related Fields

Baumer, Benjamin (2021)